The new burner fixed it. All I really needed was the ignition piece (that's included and, I believe, not sold separately) but having a shiny new burner assembly to replace the old rusty one is a bonus.
Wish it came with the 2 screws, as my old ones were/are a bit rusty and I was too lazy to drive to the hardware store for new ones.